Best Python code snippet using autotest_python
clean_table.py
Source:clean_table.py
...7import os8def clean_table(settings, foreign_keys, table):9 print("START CLEANING TABLE " + table.name)10 df_to_clean = table.df.copy()11 cleaned_df = clean_foreign_keys(settings.on_foreign_key_violation, table.name, df_to_clean, foreign_keys)12 cleaned_df = clean_denial_constraints(settings.on_denial_constraint_violation, table, cleaned_df)13 if not settings.on_functional_dependency_violation == OnFunctionalDependencyViolation.IGNORE:14 cleaned_df = clean_functional_dependencies(settings.on_functional_dependency_violation, table, cleaned_df)15 cleaned_df = clean_dates(table, cleaned_df)16 cleaned_df = clean_duplicates(settings.on_duplicate_detect, table, cleaned_df)17 cleaned_df = clean_outliers(table, cleaned_df)18 cleaned_df = clean_null_values(table, cleaned_df)19 cleaned_df = clean_clustered_columns(table, cleaned_df)20 path = table.path21 cleaned_at = datetime.now().strftime("%Y-%m-%d--%H-%M-%S")22 filename = table.name + "_CLEANED_" + cleaned_at + ".csv"23 path_and_filename = os.path.join(path, filename)24 cleaned_df.to_csv(path_and_filename, index=False)25 print("FINISHED CLEANING TABLE: saving cleaned table to " + path_and_filename)26def clean_foreign_keys(on_fk_violation_action, table_name, df, foreign_keys):27 if on_fk_violation_action == OnForeignKeyViolation.IGNORE:28 return df29 try:30 df_copy = df.copy()31 fks = foreign_keys.get_fks_with_violations(table_name)32 if len(fks) == 0:33 if on_fk_violation_action == OnForeignKeyViolation.FLAG:34 df_copy["FOREIGN_KEY_VIOLATION"] = False35 df_copy["FOREIGN_KEY_VIOLATION_INFO"] = ""36 return df_copy37 if on_fk_violation_action == OnForeignKeyViolation.FLAG:38 flag = pd.Series(np.full(len(df_copy.index), False), index=df_copy.index)39 flag_message = pd.Series([''] * len(df_copy.index), index=df_copy.index)40 for fk in fks:...
rdb_model_extensions.py
Source:rdb_model_extensions.py
...26 for field in cls._meta.fields:27 cls.field_dict[field.name] = field28 return cls.field_dict29 @classmethod30 def clean_foreign_keys(cls, data):31 """\32 -Convert foreign key fields in data from <field>_id to just33 <field>.34 -replace foreign key objects with their IDs35 This method modifies data in-place.36 """37 for field in cls._meta.fields:38 if not field.rel:39 continue40 if (field.attname != field.name and41 field.attname in data):42 data[field.name] = data[field.attname]43 del data[field.attname]44 if field.name not in data:...
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